{"id":"https://openalex.org/W7224940786","doi":"https://doi.org/10.29029/busbed.1944956","title":"THE IMPACT OF THE DATA-DRIVEN LEARNING APPROACH ON COLLOCATION INSTRUCTION: A QUASI-EXPERIMENTAL CORPUS-BASED STUDY","display_name":"THE IMPACT OF THE DATA-DRIVEN LEARNING APPROACH ON COLLOCATION INSTRUCTION: A QUASI-EXPERIMENTAL CORPUS-BASED STUDY","publication_year":2026,"publication_date":"2026-10-30","ids":{"openalex":"https://openalex.org/W7224940786","doi":"https://doi.org/10.29029/busbed.1944956"},"language":"tr","primary_location":{"id":"doi:10.29029/busbed.1944956","doi":"https://doi.org/10.29029/busbed.1944956","is_oa":true,"landing_page_url":"https://doi.org/10.29029/busbed.1944956","pdf_url":"https://dergipark.org.tr/en/download/article-file/5982600","source":{"id":"https://openalex.org/S4210234038","display_name":"Bing\u00f6l \u00dcniversitesi Sosyal Bilimler Enstit\u00fcs\u00fc Dergisi","issn_l":"1309-6672","issn":["1309-6672"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["erih-plus","tr-dizin"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bing\u00f6l \u00dcniversitesi Sosyal Bilimler Enstit\u00fcs\u00fc Dergisi","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://dergipark.org.tr/en/download/article-file/5982600","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5098057746","display_name":"Mehmet \u015eANVERD\u0130","orcid":"https://orcid.org/0000-0003-4839-7441","observed_orcids":["https://orcid.org/0000-0003-4839-7441"]},"institutions":[{"id":"https://openalex.org/I137265801","display_name":"Osmaniye Korkut Ata University","ror":"https://ror.org/03h8sa373","country_code":"TR","type":"education","lineage":["https://openalex.org/I137265801"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Mehmet \u015eanverdi","raw_affiliation_strings":["OSMAN\u0130YE KORKUT ATA \u00dcN\u0130VERS\u0130TES\u0130, YABANCI D\u0130LLER Y\u00dcKSEKOKULU"],"raw_orcid":"https://orcid.org/0000-0003-4839-7441","affiliations":[{"raw_affiliation_string":"OSMAN\u0130YE KORKUT ATA \u00dcN\u0130VERS\u0130TES\u0130, YABANCI D\u0130LLER Y\u00dcKSEKOKULU","institution_ids":["https://openalex.org/I137265801"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5003254265","display_name":"Abdurrahman Kilimci","orcid":"https://orcid.org/0000-0002-3867-2369","observed_orcids":["https://orcid.org/0000-0002-3867-2369"]},"institutions":[{"id":"https://openalex.org/I55931168","display_name":"Cukurova University","ror":"https://ror.org/05wxkj555","country_code":"TR","type":"education","lineage":["https://openalex.org/I55931168"]}],"countries":["TR"],"is_corresponding":false,"raw_author_name":"Abdurrahman Kilimci","raw_affiliation_strings":["\u00c7UKUROVA \u00dcN\u0130VERS\u0130TES\u0130"],"raw_orcid":"https://orcid.org/0000-0002-3867-2369","affiliations":[{"raw_affiliation_string":"\u00c7UKUROVA \u00dcN\u0130VERS\u0130TES\u0130","institution_ids":["https://openalex.org/I55931168"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.94240122,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":"32","first_page":"420","last_page":"441"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11587","display_name":"Second Language Acquisition and Learning","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T11587","display_name":"Second Language Acquisition and Learning","score":0.9990000128746033,"subfield":{"id":"https://openalex.org/subfields/3204","display_name":"Developmental and Educational Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T12353","display_name":"Lexicography and Language Studies","score":0.0003000000142492354,"subfield":{"id":"https://openalex.org/subfields/1203","display_name":"Language and Linguistics"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10021","display_name":"EFL/ESL Teaching and Learning","score":0.00019999999494757503,"subfield":{"id":"https://openalex.org/subfields/1203","display_name":"Language and Linguistics"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/collocation-learning","display_name":"collocation learning","score":0.6389999985694885},{"id":"https://openalex.org/keywords/data-driven-learning","display_name":"data-driven learning","score":0.8949999809265137},{"id":"https://openalex.org/keywords/corpus-based-instruction","display_name":"corpus-based instruction","score":0.9340000152587891},{"id":"https://openalex.org/keywords/efl-writing","display_name":"EFL writing","score":0.8560000061988831},{"id":"https://openalex.org/keywords/learner-corpus","display_name":"learner corpus","score":0.8080000281333923},{"id":"https://openalex.org/keywords/preparatory-class-students","display_name":"preparatory class students","score":0.6460000276565552},{"id":"https://openalex.org/keywords/student-satisfaction","display_name":"student satisfaction","score":0.625},{"id":"https://openalex.org/keywords/writing-quality","display_name":"writing quality","score":0.6629999876022339},{"id":"https://openalex.org/keywords/collocation-acquisition","display_name":"collocation acquisition","score":0.5299999713897705}],"concepts":[{"id":"https://openalex.org/C80023036","wikidata":"https://www.wikidata.org/wiki/Q5147531","display_name":"Collocation (remote sensing)","level":2,"score":0.866100013256073},{"id":"https://openalex.org/C2777212361","wikidata":"https://www.wikidata.org/wiki/Q5127848","display_name":"Class (philosophy)","level":2,"score":0.6358000040054321},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6255000233650208},{"id":"https://openalex.org/C74196892","wikidata":"https://www.wikidata.org/wiki/Q7781188","display_name":"Thematic analysis","level":3,"score":0.5856000185012817},{"id":"https://openalex.org/C2777413886","wikidata":"https://www.wikidata.org/wiki/Q3276013","display_name":"Fluency","level":2,"score":0.5702999830245972},{"id":"https://openalex.org/C527412718","wikidata":"https://www.wikidata.org/wiki/Q855395","display_name":"Interpretation (philosophy)","level":2,"score":0.5056999921798706},{"id":"https://openalex.org/C2780665704","wikidata":"https://www.wikidata.org/wiki/Q959298","display_name":"Intervention (counseling)","level":2,"score":0.4758000075817108},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.4681999981403351},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.4447000026702881},{"id":"https://openalex.org/C85973986","wikidata":"https://www.wikidata.org/wiki/Q1091731","display_name":"Exploratory research","level":2,"score":0.427700012922287},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42640000581741333},{"id":"https://openalex.org/C93692415","wikidata":"https://www.wikidata.org/wiki/Q1502030","display_name":"Thematic map","level":2,"score":0.37790000438690186},{"id":"https://openalex.org/C3018260909","wikidata":"https://www.wikidata.org/wiki/Q1322871","display_name":"Exploratory analysis","level":2,"score":0.37059998512268066},{"id":"https://openalex.org/C145420912","wikidata":"https://www.wikidata.org/wiki/Q853077","display_name":"Mathematics education","level":1,"score":0.36800000071525574},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.3497999906539917},{"id":"https://openalex.org/C3018587665","wikidata":"https://www.wikidata.org/wiki/Q7268696","display_name":"Qualitative analysis","level":3,"score":0.34950000047683716},{"id":"https://openalex.org/C87156501","wikidata":"https://www.wikidata.org/wiki/Q7268708","display_name":"Qualitative property","level":2,"score":0.34599998593330383},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.31209999322891235},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3034999966621399},{"id":"https://openalex.org/C105776082","wikidata":"https://www.wikidata.org/wiki/Q617473","display_name":"Likert scale","level":2,"score":0.27549999952316284},{"id":"https://openalex.org/C176730311","wikidata":"https://www.wikidata.org/wiki/Q867668","display_name":"Multiple choice","level":3,"score":0.2754000127315521},{"id":"https://openalex.org/C88610354","wikidata":"https://www.wikidata.org/wiki/Q1813494","display_name":"Teaching method","level":2,"score":0.275299996137619},{"id":"https://openalex.org/C170130773","wikidata":"https://www.wikidata.org/wiki/Q216378","display_name":"Usability","level":2,"score":0.2718000113964081},{"id":"https://openalex.org/C554936623","wikidata":"https://www.wikidata.org/wiki/Q199657","display_name":"Reading (process)","level":2,"score":0.2712000012397766},{"id":"https://openalex.org/C48103436","wikidata":"https://www.wikidata.org/wiki/Q599031","display_name":"State (computer science)","level":2,"score":0.266400009393692},{"id":"https://openalex.org/C155092808","wikidata":"https://www.wikidata.org/wiki/Q182557","display_name":"Computational linguistics","level":2,"score":0.2646999955177307},{"id":"https://openalex.org/C39896193","wikidata":"https://www.wikidata.org/wiki/Q380344","display_name":"Descriptive statistics","level":2,"score":0.26089999079704285},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.2551000118255615}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.29029/busbed.1944956","doi":"https://doi.org/10.29029/busbed.1944956","is_oa":true,"landing_page_url":"https://doi.org/10.29029/busbed.1944956","pdf_url":"https://dergipark.org.tr/en/download/article-file/5982600","source":{"id":"https://openalex.org/S4210234038","display_name":"Bing\u00f6l \u00dcniversitesi Sosyal Bilimler Enstit\u00fcs\u00fc Dergisi","issn_l":"1309-6672","issn":["1309-6672"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["erih-plus","tr-dizin"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bing\u00f6l \u00dcniversitesi Sosyal Bilimler Enstit\u00fcs\u00fc Dergisi","raw_type":"journal-article"},{"id":"pmh:oai:dergipark.org.tr:article/1944956","doi":null,"is_oa":false,"landing_page_url":"https://izlik.org/JA43ZU68GW","pdf_url":null,"source":{"id":"https://openalex.org/S4306401840","display_name":"DergiPark (Istanbul University)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I67581229","host_organization_name":"Istanbul University","host_organization_lineage":["https://openalex.org/I67581229"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Bing\u00f6l \u00dcniversitesi Sosyal Bilimler Enstit\u00fcs\u00fc Dergisi No. 32","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.29029/busbed.1944956","doi":"https://doi.org/10.29029/busbed.1944956","is_oa":true,"landing_page_url":"https://doi.org/10.29029/busbed.1944956","pdf_url":"https://dergipark.org.tr/en/download/article-file/5982600","source":{"id":"https://openalex.org/S4210234038","display_name":"Bing\u00f6l \u00dcniversitesi Sosyal Bilimler Enstit\u00fcs\u00fc Dergisi","issn_l":"1309-6672","issn":["1309-6672"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":["erih-plus","tr-dizin"],"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Bing\u00f6l \u00dcniversitesi Sosyal Bilimler Enstit\u00fcs\u00fc Dergisi","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Quality education","id":"https://metadata.un.org/sdg/4","score":0.9901999831199646}],"study_designs":[{"display_name":"Clinical Trial","id":"https://openalex.org/study-designs/clinical-trial"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7224940786.pdf","grobid_xml":"https://content.openalex.org/works/W7224940786.grobid-xml"},"referenced_works_count":40,"referenced_works":["https://openalex.org/W151506572","https://openalex.org/W773929776","https://openalex.org/W1127778067","https://openalex.org/W1502101714","https://openalex.org/W1508840472","https://openalex.org/W1509398963","https://openalex.org/W1590379968","https://openalex.org/W1659214049","https://openalex.org/W1814191296","https://openalex.org/W1976987176","https://openalex.org/W2011642066","https://openalex.org/W2017262269","https://openalex.org/W2019397760","https://openalex.org/W2024411950","https://openalex.org/W2033839438","https://openalex.org/W2068963423","https://openalex.org/W2072672495","https://openalex.org/W2075509776","https://openalex.org/W2112013424","https://openalex.org/W2118473862","https://openalex.org/W2135417374","https://openalex.org/W2140491080","https://openalex.org/W2153442888","https://openalex.org/W2169126894","https://openalex.org/W2296273340","https://openalex.org/W2322130103","https://openalex.org/W2470675899","https://openalex.org/W2515466493","https://openalex.org/W2587922133","https://openalex.org/W4206813637","https://openalex.org/W4206981564","https://openalex.org/W4207076775","https://openalex.org/W4214947447","https://openalex.org/W4248683651","https://openalex.org/W4249024945","https://openalex.org/W4302038496","https://openalex.org/W4389916737","https://openalex.org/W4392562421","https://openalex.org/W4409697778","https://openalex.org/W7125504538"],"related_works":["https://openalex.org/W2293991872","https://openalex.org/W2141657361","https://openalex.org/W4378220150","https://openalex.org/W4388810745","https://openalex.org/W4404227738","https://openalex.org/W4386422991","https://openalex.org/W4223522776","https://openalex.org/W7224979582","https://openalex.org/W7019034453","https://openalex.org/W3167375573"],"abstract_inverted_index":{"Collocations,":[0],"characterized":[1],"by":[2,189],"frequency":[3],"or":[4],"coherence,":[5],"are":[6],"essential":[7],"for":[8,29,152],"EFL":[9],"learners":[10],"to":[11,34,38,67,149],"achieve":[12],"fluency":[13],"and":[14,32,78,91,101,117,132,145,155,174,198,201,206],"accuracy.":[15],"This":[16],"study":[17,42],"is":[18],"based":[19,62],"on":[20,63,208],"the":[21,86,107,110,115,127,134,150,158,180],"Data-Driven":[22],"Learning":[23],"Approach":[24],"employing":[25,64],"corpus":[26,65,184],"linguistic":[27],"tools":[28],"educational":[30],"purposes":[31],"aims":[33],"examine":[35],"its":[36],"effectiveness":[37],"teach":[39],"collocations.":[40],"The":[41,98,122],"implemented":[43],"a":[44,56],"quasi-experimental":[45],"mixed":[46],"method":[47],"research":[48],"design":[49],"with":[50,114],"41":[51],"preparatory":[52],"class":[53],"students":[54,123],"at":[55],"state":[57],"university.":[58],"A":[59],"10-week":[60],"intervention":[61,116,128],"use":[66,185],"acquire":[68],"collocations":[69,209],"was":[70],"conducted.":[71],"Quantitative":[72],"data":[73],"were":[74],"obtained":[75],"from":[76,82],"questionnaires":[77],"learner":[79],"corpora":[80],"derived":[81],"students\u2019":[83],"writings.":[84],"On":[85],"other":[87],"hand,":[88],"semi-structured":[89],"interviews":[90],"their":[92,137],"thematic":[93,102],"analysis":[94,103,154],"provided":[95],"qualitative":[96],"data.":[97],"t-test":[99],"findings":[100,181],"results":[104],"revealed":[105],"that":[106,126,164,183],"majority":[108],"of":[109,136,157,178],"participants":[111],"expressed":[112],"satisfaction":[113],"gained":[118],"confidence":[119],"in":[120],"writing.":[121,138],"also":[124,141],"indicated":[125],"improved":[129],"collocation":[130,187],"learning":[131],"enhanced":[133],"quality":[135],"However,":[139],"they":[140,162],"acknowledged":[142],"certain":[143],"technical":[144],"practical":[146],"difficulties":[147],"related":[148],"search":[151,159],"collocations,":[153],"interpretation":[156],"results.":[160],"Therefore,":[161],"noted":[163],"corpus-based":[165],"instruction":[166],"requires":[167],"external":[168],"support,":[169],"instructional":[170],"guidance,":[171],"customized":[172],"activities,":[173],"accessible":[175],"technology.":[176],"Last":[177],"all,":[179],"demonstrate":[182],"enhances":[186],"acquisition":[188],"providing":[190],"authentic":[191],"content,":[192],"integrating":[193],"varied":[194],"context,":[195],"promoting":[196],"independent":[197],"exploratory":[199],"learning,":[200],"offering":[202],"more":[203],"extensive":[204],"information":[205],"examples":[207],"than":[210],"conventional":[211],"dictionaries.":[212]},"counts_by_year":[],"updated_date":"2026-11-03T10:50:19.383937","created_date":"2026-10-31T00:00:00"}